Machine learning in critical care: state-of-the-art and a sepsis case study

被引:0
作者
Alfredo Vellido
Vicent Ribas
Carles Morales
Adolfo Ruiz Sanmartín
Juan Carlos Ruiz Rodríguez
机构
[1] Universitat Politècnica de Catalunya,Intelligent Data Science and Artificial Intelligence (IDEAI) Research Center
[2] Biomateriales y Nanomedicina (CIBER-BBN),Centro de Investigación Biomédica en Red en Bioingeniería
[3] EureCat,Data Analytics in Medicine
[4] Universitat Autònoma de Barcelona,Critical Care Deparment, Vall d’Hebron University Hospital. Shock, Organ Dysfunction and Resuscitation (SODIR) Research Group, Vall d’ Hebron Research Institute (VHIR)
来源
BioMedical Engineering OnLine | / 17卷
关键词
Critical care; Intensive care unit; Machine Learning; Sepsis;
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[1]  
Marx V(2013)Biology: The big challenges of Big Data Nature 498 255-260
[2]  
Fieschi M(2003)Medical Decision Support Systems: old dilemmas and new paradigms Method Inform Med 42 190-198
[3]  
Dufour JC(2003)Ten commandments for effective clinical decision support: making the practice of evidence-based medicine a reality J Am Med Inform Assoc 10 523-530
[4]  
Staccini P(2008)Grand challenges in clinical decision support J Biomed Inform 41 387-392
[5]  
Gouvernet J(2013)Biomedical informatics for computer-aided decision support systems: a survey Sci World J 2013 769639-32
[6]  
Bouhaddou O(2013)A task-based support architecture for developing point-of-care clinical decision support systems for the emergency department Method Inform Med 52 18-95
[7]  
Bates DW(2013)Using artificial intelligence to improve hospital inpatient care IEEE Intell Syst 28 92-869
[8]  
Kuperman GJ(2016)Deep learning in bioinformatics Brief Bioinform 18 851-332
[9]  
Wang S(2015)Machine learning applications in genetics and genomics Nat Rev Genet 16 321-197
[10]  
Gandhi T(2016)Machine Learning in genomic medicine: a review of computational problems and data sets Proc IEEE 104 176-39